Manager, Data Science
Há 4 dias
LexisNexis is seeking a Manager, Data Science to lead a team of Data Scientists in Brazil. This is an exciting opportunity to build and grow a new team to support core LexisNexis data functions. If you're looking to make an impact as a leader in an important role, this is the opportunity for you
- ACCOUNTABILITIES- Manage a small team of Data Scientists in Brazil. Collaborate closely with Data Scientists in US.-
- Solve some of the most challenging problems in natural language processing, machine learning, and information retrieval including topical classification, legal sentiment analysis, user intent detection, open Q&A.-
- Research, build, and deploy models based on both shallow and deep machine learning. Train robust NLP-based models a very large corpus of legal, regulatory, and news data.Drive best practices for NLP/Machine Learning pipelines.-
- Maintain current knowledge base of state-of-the-art ML algorithms (BERT, ELMo, GPT, etc.), API's, and open-source methods and be able to quickly evaluate alternatives.-
- Translate complex business requirements into actionable stories with reasonable time estimates.-
- Participate in model reviews with key stakeholders, including stakeholders with limited statistical backgrounds from among that set.Participate in knowledge sharing sessions (e.g. Guilds and Chapters).- DATA SCIENCE AND NLP SKILLS- In-depth understanding of machine learning techniques such as classification, clustering, recommendation systems, and statistical models7+ years’ experience using Machine Learning and associated packages like scikit-learn, pandas, Numpy.-
- Proficiency training large scale models in at least one modern deep learning engine such as Tensorflow, Keras, PyTorch/Torch, MXNet, Caffe/Caffe2-
- In-depth knowledge of design and workings of Transformer-based models like BERT-
- 5+ years’ experience using NLP tools and methods such as OpenNLP, Stanford NLP, LDA, Gensim, spaCy-
- 5+ years experience in deploying and operationalizing models in a cost effective way- PROGRAMMING SKILLS- 7+ years recent coding experience using Python AND/OR (Java OR Scala)-
- SQL programming experience- CLOUD SKILLS- 3-4 years’ experience with a major cloud system (AWS, Azure, GCP)-
- Familiarity with Cloud-based Machine Learning environments- TEAM AND SOCIAL SKILLS- Ability to lead a team of Data Scientists in solving complex business problems-
- Strong collaboration and team skills-
- Ability to explain models to Senior Business Leaders
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